1. Monitoring blood potassium concentration in hemodialysis patients by quantifying T-wave morphology dynamics.
- Author
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Palmieri, Flavio, Gomis, Pedro, Ferreira, Dina, Ruiz, José Esteban, Bergasa, Beatriz, Martín-Yebra, Alba, Bukhari, Hassaan A., Pueyo, Esther, Martínez, Juan Pablo, Ramírez, Julia, and Laguna, Pablo
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POTASSIUM , *HEMODIALYSIS , *CHRONIC kidney failure , *MULTIPLE correspondence analysis (Statistics) , *ELECTROCARDIOGRAPHY , *HEART beat - Abstract
We investigated the ability of time-warping-based ECG-derived markers of T-wave morphology changes in time ( d w ) and amplitude ( d a ), as well as their non-linear components ( d w NL and d a NL ), and the heart rate corrected counterpart ( d w , c ), to monitor potassium concentration ( [ K + ] ) changes ( Δ [ K + ] ) in end-stage renal disease (ESRD) patients undergoing hemodialysis (HD). We compared the performance of the proposed time-warping markers, together with other previously proposed [ K + ] markers, such as T-wave width ( T w ) and T-wave slope-to-amplitude ratio ( T S / A ), when computed from standard ECG leads as well as from principal component analysis (PCA)-based leads. 48-hour ECG recordings and a set of hourly-collected blood samples from 29 ESRD-HD patients were acquired. Values of d w , d a , d w NL , d a NL and d w , c were calculated by comparing the morphology of the mean warped T-waves (MWTWs) derived at each hour along the HD with that from a reference MWTW, measured at the end of the HD. From the same MWTWs T w and T S / A were also extracted. Similarly, Δ [ K + ] was calculated as the difference between the [ K + ] values at each hour and the [ K + ] reference level at the end of the HD session. We found that d w and d w , c showed higher correlation coefficients with Δ [ K + ] than T S / A —Spearman's (ρ ) and Pearson's (r)—and T w —Spearman's (ρ )—in both SL and PCA approaches being the intra-patient median ρ ≥ 0.82 and r ≥ 0.87 in SL and ρ ≥ 0.82 and r ≥ 0.89 in PCA respectively. Our findings would point at d w and d w , c as the most suitable surrogate of Δ [ K + ] , suggesting that they could be potentially useful for non-invasive monitoring of ESRD-HD patients in hospital, as well as in ambulatory settings. Therefore, the tracking of T-wave morphology variations by means of time-warping analysis could improve continuous and remote [ K + ] monitoring of ESRD-HD patients and flagging risk of [ K + ] -related cardiovascular events. [ABSTRACT FROM AUTHOR]
- Published
- 2021
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